force_all_finite: hdbscan now errors out when installed on Python 3.11+

[patcon]

As stated here, scikit-learn has released 1.8, which removed "force_all_finite" in favour of "ensure_all_finite". This breaks new installs of hdbscan that are on python 3.11 or above, which is what scikit-learn 1.8 is compatible with (e.g., python 3.10 will only install up to sklearn 1.7, and so this is still just a deprecation warning in those cases.

I would recommend immediately cutting a release that locks hdbscan to scikit-learn<1.8, to avoid confusion and failures in workflows.

Then it's less urgent to migrate to ensure_all_finite. I assume that not as simple as it appears, perhaps due to intentions of maintaining backward compat :)

Related:

• Deprecated argument names in hdbscan_.py #673 (comment)
• force_all_finite option is deprecated in scikit-learn, it is renamed to ensure_all_finite #689
• FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8. #664